Insertion pro master

Dataset statistics

Number of variables	31
Number of observations	17669
Missing cells	89843
Missing cells (%)	16.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.2 MiB
Average record size in memory	248.0 B

Variable types

Numeric	18
Categorical	13

Alerts

`numero_de_l_etablissement` has a high cardinality: 99 distinct values	High cardinality
`etablissement` has a high cardinality: 95 distinct values	High cardinality
`cle_etab` has a high cardinality: 185 distinct values	High cardinality
`id_paysage` has a high cardinality: 100 distinct values	High cardinality
`annee` is highly overall correlated with `taux_de_chomage_regional`	High correlation
`nombre_de_reponses` is highly overall correlated with `poids_de_la_discipline` and 3 other fields	High correlation
`poids_de_la_discipline` is highly overall correlated with `nombre_de_reponses` and 1 other fields	High correlation
`taux_dinsertion` is highly overall correlated with `emplois_stables`	High correlation
`emplois_cadre_ou_professions_intermediaires` is highly overall correlated with `salaire_net_median_des_emplois_a_temps_plein` and 2 other fields	High correlation
`emplois_stables` is highly overall correlated with `taux_dinsertion` and 3 other fields	High correlation
`emplois_a_temps_plein` is highly overall correlated with `emplois_stables` and 3 other fields	High correlation
`salaire_net_median_des_emplois_a_temps_plein` is highly overall correlated with `emplois_cadre_ou_professions_intermediaires` and 4 other fields	High correlation
`salaire_brut_annuel_estime` is highly overall correlated with `emplois_cadre_ou_professions_intermediaires` and 4 other fields	High correlation
`de_diplomes_boursiers` is highly overall correlated with `salaire_net_mensuel_regional_1er_quartile` and 3 other fields	High correlation
`taux_de_chomage_regional` is highly overall correlated with `annee` and 5 other fields	High correlation
`salaire_net_mensuel_median_regional` is highly overall correlated with `emplois_exterieurs_a_la_region_de_luniversite` and 3 other fields	High correlation
`emplois_cadre` is highly overall correlated with `emplois_cadre_ou_professions_intermediaires`	High correlation
`emplois_exterieurs_a_la_region_de_luniversite` is highly overall correlated with `salaire_net_mensuel_median_regional` and 2 other fields	High correlation
`femmes` is highly overall correlated with `emplois_a_temps_plein` and 2 other fields	High correlation
`salaire_net_mensuel_regional_1er_quartile` is highly overall correlated with `de_diplomes_boursiers` and 8 other fields	High correlation
`salaire_net_mensuel_regional_3eme_quartile` is highly overall correlated with `salaire_net_mensuel_median_regional` and 2 other fields	High correlation
`diplome` is highly overall correlated with `poids_de_la_discipline` and 5 other fields	High correlation
`numero_de_l_etablissement` is highly overall correlated with `de_diplomes_boursiers` and 7 other fields	High correlation
`etablissement` is highly overall correlated with `de_diplomes_boursiers` and 6 other fields	High correlation
`code_de_l_academie` is highly overall correlated with `nombre_de_reponses` and 6 other fields	High correlation
`academie` is highly overall correlated with `nombre_de_reponses` and 6 other fields	High correlation
`code_du_domaine` is highly overall correlated with `diplome` and 4 other fields	High correlation
`domaine` is highly overall correlated with `diplome` and 4 other fields	High correlation
`code_de_la_discipline` is highly overall correlated with `diplome` and 4 other fields	High correlation
`discipline` is highly overall correlated with `diplome` and 4 other fields	High correlation
`situation` is highly overall correlated with `cle_disc`	High correlation
`cle_disc` is highly overall correlated with `diplome` and 5 other fields	High correlation
`id_paysage` is highly overall correlated with `nombre_de_reponses` and 7 other fields	High correlation
`diplome` is highly imbalanced (65.5%)	Imbalance
`code_de_l_academie` has 325 (1.8%) missing values	Missing
`academie` has 325 (1.8%) missing values	Missing
`taux_de_reponse` has 321 (1.8%) missing values	Missing
`poids_de_la_discipline` has 754 (4.3%) missing values	Missing
`taux_dinsertion` has 7884 (44.6%) missing values	Missing
`emplois_cadre_ou_professions_intermediaires` has 8838 (50.0%) missing values	Missing
`emplois_stables` has 8742 (49.5%) missing values	Missing
`emplois_a_temps_plein` has 8810 (49.9%) missing values	Missing
`salaire_net_median_des_emplois_a_temps_plein` has 10111 (57.2%) missing values	Missing
`salaire_brut_annuel_estime` has 10111 (57.2%) missing values	Missing
`de_diplomes_boursiers` has 198 (1.1%) missing values	Missing
`taux_de_chomage_regional` has 451 (2.6%) missing values	Missing
`salaire_net_mensuel_median_regional` has 590 (3.3%) missing values	Missing
`emplois_cadre` has 9313 (52.7%) missing values	Missing
`emplois_exterieurs_a_la_region_de_luniversite` has 9143 (51.7%) missing values	Missing
`femmes` has 8387 (47.5%) missing values	Missing
`salaire_net_mensuel_regional_1er_quartile` has 2585 (14.6%) missing values	Missing
`salaire_net_mensuel_regional_3eme_quartile` has 2583 (14.6%) missing values	Missing
`id_paysage` has 325 (1.8%) missing values	Missing
`nombre_de_reponses` has 283 (1.6%) zeros	Zeros
`poids_de_la_discipline` has 263 (1.5%) zeros	Zeros

Reproduction

Analysis started	2023-04-11 03:26:22.962067
Analysis finished	2023-04-11 03:27:13.329860
Duration	50.37 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

annee
Real number (ℝ)

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014.9106

Minimum	2010
Maximum	2019
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	2010
5-th percentile	2010
Q1	2013
median	2015
Q3	2017
95-th percentile	2019
Maximum	2019
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.6775498
Coefficient of variation (CV)	0.0013288678
Kurtosis	-1.0980887
Mean	2014.9106
Median Absolute Deviation (MAD)	2
Skewness	-0.088709335
Sum	35601455
Variance	7.1692729
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2012	2000	11.3%
2013	1986	11.2%
2016	1970	11.1%
2014	1962	11.1%
2019	1948	11.0%
2015	1930	10.9%
2017	1924	10.9%
2018	1924	10.9%
2011	1097	6.2%
2010	928	5.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2010	928	5.3%
2011	1097	6.2%
2012	2000	11.3%
2013	1986	11.2%
2014	1962	11.1%
2015	1930	10.9%
2016	1970	11.1%
2017	1924	10.9%
2018	1924	10.9%
2019	1948	11.0%

Value	Count	Frequency (%)
2019	1948	11.0%
2018	1924	10.9%
2017	1924	10.9%
2016	1970	11.1%
2015	1930	10.9%
2014	1962	11.1%
2013	1986	11.2%
2012	2000	11.3%
2011	1097	6.2%
2010	928	5.3%

diplome
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

MASTER LMD	16528
MASTER ENS	1141

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	176690
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MASTER LMD
2nd row	MASTER LMD
3rd row	MASTER LMD
4th row	MASTER LMD
5th row	MASTER LMD

Common Values

Value	Count	Frequency (%)
MASTER LMD	16528	93.5%
MASTER ENS	1141	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
master	17669	50.0%
lmd	16528	46.8%
ens	1141	3.2%

Most occurring characters

Value	Count	Frequency (%)
M	34197	19.4%
S	18810	10.6%
E	18810	10.6%
A	17669	10.0%
T	17669	10.0%
R	17669	10.0%
	17669	10.0%
L	16528	9.4%
D	16528	9.4%
N	1141	0.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	159021	90.0%
Space Separator	17669	10.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	34197	21.5%
S	18810	11.8%
E	18810	11.8%
A	17669	11.1%
T	17669	11.1%
R	17669	11.1%
L	16528	10.4%
D	16528	10.4%
N	1141	0.7%

Space Separator

Value	Count	Frequency (%)
	17669	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	159021	90.0%
Common	17669	10.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	34197	21.5%
S	18810	11.8%
E	18810	11.8%
A	17669	11.1%
T	17669	11.1%
R	17669	11.1%
L	16528	10.4%
D	16528	10.4%
N	1141	0.7%

Common

Value	Count	Frequency (%)
	17669	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	176690	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	34197	19.4%
S	18810	10.6%
E	18810	10.6%
A	17669	10.0%
T	17669	10.0%
R	17669	10.0%
	17669	10.0%
L	16528	9.4%
D	16528	9.4%
N	1141	0.6%

numero_de_l_etablissement
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	99
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

UNIV	325
0211237F	325
0673021V	325
0134009M	323
0931238R	323
Other values (94)	16048

Length

Max length	8
Median length	8
Mean length	7.9264248
Min length	4

Characters and Unicode

Total characters	140052
Distinct characters	34
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0060931E
2nd row	0060931E
3rd row	0134009M
4th row	0134009M
5th row	0141408E

Common Values

Value	Count	Frequency (%)
UNIV	325	1.8%
0211237F	325	1.8%
0673021V	325	1.8%
0134009M	323	1.8%
0931238R	323	1.8%
0251215K	321	1.8%
0542493S	319	1.8%
0860856N	319	1.8%
0801344B	315	1.8%
0511296G	311	1.8%
Other values (89)	14463	81.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
univ	325	1.8%
0211237f	325	1.8%
0673021v	325	1.8%
0134009m	323	1.8%
0931238r	323	1.8%
0251215k	321	1.8%
0542493s	319	1.8%
0860856n	319	1.8%
0801344b	315	1.8%
0511296g	311	1.8%
Other values (89)	14463	81.9%

Most occurring characters

Value	Count	Frequency (%)
0	27451	19.6%
1	15019	10.7%
3	11899	8.5%
7	11128	7.9%
9	10993	7.8%
5	9578	6.8%
6	9452	6.7%
4	9320	6.7%
2	8757	6.3%
8	7811	5.6%
Other values (24)	18644	13.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	121408	86.7%
Uppercase Letter	18644	13.3%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	1996	10.7%
E	1444	7.7%
J	1374	7.4%
U	1132	6.1%
F	1125	6.0%
R	1004	5.4%
K	971	5.2%
V	960	5.1%
M	914	4.9%
G	904	4.8%
Other values (14)	6820	36.6%

Decimal Number

Value	Count	Frequency (%)
0	27451	22.6%
1	15019	12.4%
3	11899	9.8%
7	11128	9.2%
9	10993	9.1%
5	9578	7.9%
6	9452	7.8%
4	9320	7.7%
2	8757	7.2%
8	7811	6.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	121408	86.7%
Latin	18644	13.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	1996	10.7%
E	1444	7.7%
J	1374	7.4%
U	1132	6.1%
F	1125	6.0%
R	1004	5.4%
K	971	5.2%
V	960	5.1%
M	914	4.9%
G	904	4.8%
Other values (14)	6820	36.6%

Common

Value	Count	Frequency (%)
0	27451	22.6%
1	15019	12.4%
3	11899	9.8%
7	11128	9.2%
9	10993	9.1%
5	9578	7.9%
6	9452	7.8%
4	9320	7.7%
2	8757	7.2%
8	7811	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	140052	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	27451	19.6%
1	15019	10.7%
3	11899	8.5%
7	11128	7.9%
9	10993	7.8%
5	9578	6.8%
6	9452	6.7%
4	9320	6.7%
2	8757	6.3%
8	7811	5.6%
Other values (24)	18644	13.3%

etablissement
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	95
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

Strasbourg	325
Toutes universités et établissements assimilés	325
Dijon - Bourgogne	325
Université Sorbonne Paris Nord	323
Aix-Marseille	323
Other values (90)	16048

Length

Max length	48
Median length	31
Mean length	17.763031
Min length	5

Characters and Unicode

Total characters	313855
Distinct characters	61
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Nice - Sophia-Antipolis
2nd row	Nice - Sophia-Antipolis
3rd row	Aix-Marseille
4th row	Aix-Marseille
5th row	Caen Normandie

Common Values

Value	Count	Frequency (%)
Strasbourg	325	1.8%
Toutes universités et établissements assimilés	325	1.8%
Dijon - Bourgogne	325	1.8%
Université Sorbonne Paris Nord	323	1.8%
Aix-Marseille	323	1.8%
Nantes	323	1.8%
Besançon - Franche-Comté	321	1.8%
Poitiers	319	1.8%
Lorraine	319	1.8%
Amiens - Picardie Jules-Verne	315	1.8%
Other values (85)	14451	81.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	6405	13.5%
paris	2215	4.7%
1	1125	2.4%
université	868	1.8%
2	849	1.8%
sorbonne	835	1.8%
3	786	1.7%
jean	739	1.6%
lyon	691	1.5%
de	612	1.3%
Other values (149)	32229	68.1%

Most occurring characters

Value	Count	Frequency (%)
e	33949	10.8%
	29685	9.5%
n	24929	7.9%
a	21123	6.7%
i	20625	6.6%
s	19248	6.1%
r	19185	6.1%
o	17441	5.6%
l	13790	4.4%
t	13315	4.2%
Other values (51)	100565	32.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	227991	72.6%
Uppercase Letter	39997	12.7%
Space Separator	29685	9.5%
Dash Punctuation	11925	3.8%
Decimal Number	3493	1.1%
Other Punctuation	764	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	33949	14.9%
n	24929	10.9%
a	21123	9.3%
i	20625	9.0%
s	19248	8.4%
r	19185	8.4%
o	17441	7.6%
l	13790	6.0%
t	13315	5.8%
u	9081	4.0%
Other values (19)	35305	15.5%

Uppercase Letter

Value	Count	Frequency (%)
P	6254	15.6%
A	3434	8.6%
S	3413	8.5%
L	3237	8.1%
C	3120	7.8%
M	2617	6.5%
B	2541	6.4%
N	1864	4.7%
R	1740	4.4%
V	1702	4.3%
Other values (13)	10075	25.2%

Decimal Number

Value	Count	Frequency (%)
1	1415	40.5%
2	849	24.3%
3	786	22.5%
8	259	7.4%
7	132	3.8%
4	52	1.5%

Space Separator

Value	Count	Frequency (%)
	29685	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	11925	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	764	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	267988	85.4%
Common	45867	14.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	33949	12.7%
n	24929	9.3%
a	21123	7.9%
i	20625	7.7%
s	19248	7.2%
r	19185	7.2%
o	17441	6.5%
l	13790	5.1%
t	13315	5.0%
u	9081	3.4%
Other values (42)	75302	28.1%

Common

Value	Count	Frequency (%)
	29685	64.7%
-	11925	26.0%
1	1415	3.1%
2	849	1.9%
3	786	1.7%
'	764	1.7%
8	259	0.6%
7	132	0.3%
4	52	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308297	98.2%
None	5558	1.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	33949	11.0%
	29685	9.6%
n	24929	8.1%
a	21123	6.9%
i	20625	6.7%
s	19248	6.2%
r	19185	6.2%
o	17441	5.7%
l	13790	4.5%
t	13315	4.3%
Other values (45)	95007	30.8%

None

Value	Count	Frequency (%)
é	4121	74.1%
ç	491	8.8%
è	310	5.6%
ô	277	5.0%
É	219	3.9%
î	140	2.5%

code_de_l_academie
Categorical

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	0.2%
Missing	325
Missing (%)	1.8%
Memory size	138.2 KiB

A25	1318
A09	1178
A01	1155
A24	1116
A14	1025
Other values (24)	11552

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	52032
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A23
2nd row	A23
3rd row	A02
4th row	A02
5th row	A70

Common Values

Value	Count	Frequency (%)
A25	1318	7.5%
A09	1178	6.7%
A01	1155	6.5%
A24	1116	6.3%
A14	1025	5.8%
A10	991	5.6%
A17	861	4.9%
A11	830	4.7%
A70	826	4.7%
A16	713	4.0%
Other values (19)	7331	41.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a25	1318	7.6%
a09	1178	6.8%
a01	1155	6.7%
a24	1116	6.4%
a14	1025	5.9%
a10	991	5.7%
a17	861	5.0%
a11	830	4.8%
a70	826	4.8%
a16	713	4.1%
Other values (19)	7331	42.3%

Most occurring characters

Value	Count	Frequency (%)
A	17344	33.3%
1	8906	17.1%
0	7369	14.2%
2	5435	10.4%
4	2867	5.5%
7	2260	4.3%
5	1897	3.6%
3	1786	3.4%
9	1581	3.0%
8	1506	2.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	34688	66.7%
Uppercase Letter	17344	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	8906	25.7%
0	7369	21.2%
2	5435	15.7%
4	2867	8.3%
7	2260	6.5%
5	1897	5.5%
3	1786	5.1%
9	1581	4.6%
8	1506	4.3%
6	1081	3.1%

Uppercase Letter

Value	Count	Frequency (%)
A	17344	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	34688	66.7%
Latin	17344	33.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	8906	25.7%
0	7369	21.2%
2	5435	15.7%
4	2867	8.3%
7	2260	6.5%
5	1897	5.5%
3	1786	5.1%
9	1581	4.6%
8	1506	4.3%
6	1081	3.1%

Latin

Value	Count	Frequency (%)
A	17344	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52032	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	17344	33.3%
1	8906	17.1%
0	7369	14.2%
2	5435	10.4%
4	2867	5.5%
7	2260	4.3%
5	1897	3.6%
3	1786	3.4%
9	1581	3.0%
8	1506	2.9%

academie
Categorical

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	0.2%
Missing	325
Missing (%)	1.8%
Memory size	138.2 KiB

Versailles	1318
Lille	1178
Paris	1155
Créteil	1116
Rennes	1025
Other values (24)	11552

Length

Max length	19
Median length	13
Mean length	7.7739276
Min length	4

Characters and Unicode

Total characters	134831
Distinct characters	39
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Nice
2nd row	Nice
3rd row	Aix-Marseille
4th row	Aix-Marseille
5th row	Normandie

Common Values

Value	Count	Frequency (%)
Versailles	1318	7.5%
Lille	1178	6.7%
Paris	1155	6.5%
Créteil	1116	6.3%
Rennes	1025	5.8%
Lyon	991	5.6%
Nantes	861	4.9%
Montpellier	830	4.7%
Normandie	826	4.7%
Toulouse	713	4.0%
Other values (19)	7331	41.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
versailles	1318	7.5%
lille	1178	6.7%
paris	1155	6.5%
créteil	1116	6.3%
rennes	1025	5.8%
lyon	991	5.6%
nantes	861	4.9%
montpellier	830	4.7%
normandie	826	4.7%
toulouse	713	4.0%
Other values (21)	7663	43.4%

Most occurring characters

Value	Count	Frequency (%)
e	18445	13.7%
l	11447	8.5%
r	11389	8.4%
s	10954	8.1%
i	10829	8.0%
n	9931	7.4%
o	9254	6.9%
a	8263	6.1%
t	4625	3.4%
u	4065	3.0%
Other values (29)	35629	26.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	113201	84.0%
Uppercase Letter	19487	14.5%
Dash Punctuation	1811	1.3%
Space Separator	332	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	18445	16.3%
l	11447	10.1%
r	11389	10.1%
s	10954	9.7%
i	10829	9.6%
n	9931	8.8%
o	9254	8.2%
a	8263	7.3%
t	4625	4.1%
u	4065	3.6%
Other values (12)	13999	12.4%

Uppercase Letter

Value	Count	Frequency (%)
L	2713	13.9%
N	2537	13.0%
P	1765	9.1%
C	1732	8.9%
R	1702	8.7%
M	1683	8.6%
V	1318	6.8%
T	1303	6.7%
B	1035	5.3%
G	930	4.8%
Other values (5)	2769	14.2%

Dash Punctuation

Value	Count	Frequency (%)
-	1811	100.0%

Space Separator

Value	Count	Frequency (%)
	332	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	132688	98.4%
Common	2143	1.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	18445	13.9%
l	11447	8.6%
r	11389	8.6%
s	10954	8.3%
i	10829	8.2%
n	9931	7.5%
o	9254	7.0%
a	8263	6.2%
t	4625	3.5%
u	4065	3.1%
Other values (27)	33486	25.2%

Common

Value	Count	Frequency (%)
-	1811	84.5%
	332	15.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	132368	98.2%
None	2463	1.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	18445	13.9%
l	11447	8.6%
r	11389	8.6%
s	10954	8.3%
i	10829	8.2%
n	9931	7.5%
o	9254	7.0%
a	8263	6.2%
t	4625	3.5%
u	4065	3.1%
Other values (27)	33166	25.1%

None

Value	Count	Frequency (%)
é	2038	82.7%
ç	425	17.3%

code_du_domaine
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

STS	5874
DEG	5016
SHS	4582
MEEF	1141
LLA	1056

Length

Max length	4
Median length	3
Mean length	3.0645764
Min length	3

Characters and Unicode

Total characters	54148
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	DEG
2nd row	SHS
3rd row	SHS
4th row	SHS
5th row	DEG

Common Values

Value	Count	Frequency (%)
STS	5874	33.2%
DEG	5016	28.4%
SHS	4582	25.9%
MEEF	1141	6.5%
LLA	1056	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sts	5874	33.2%
deg	5016	28.4%
shs	4582	25.9%
meef	1141	6.5%
lla	1056	6.0%

Most occurring characters

Value	Count	Frequency (%)
S	20912	38.6%
E	7298	13.5%
T	5874	10.8%
D	5016	9.3%
G	5016	9.3%
H	4582	8.5%
L	2112	3.9%
M	1141	2.1%
F	1141	2.1%
A	1056	2.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	54148	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	20912	38.6%
E	7298	13.5%
T	5874	10.8%
D	5016	9.3%
G	5016	9.3%
H	4582	8.5%
L	2112	3.9%
M	1141	2.1%
F	1141	2.1%
A	1056	2.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	54148	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	20912	38.6%
E	7298	13.5%
T	5874	10.8%
D	5016	9.3%
G	5016	9.3%
H	4582	8.5%
L	2112	3.9%
M	1141	2.1%
F	1141	2.1%
A	1056	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54148	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	20912	38.6%
E	7298	13.5%
T	5874	10.8%
D	5016	9.3%
G	5016	9.3%
H	4582	8.5%
L	2112	3.9%
M	1141	2.1%
F	1141	2.1%
A	1056	2.0%

domaine
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

Sciences, technologies et santé	5874
Droit, économie et gestion	5016
Sciences humaines et sociales	4582
Masters enseignement	1141
Lettres, langues, arts	1056

Length

Max length	31
Median length	29
Mean length	27.813685
Min length	20

Characters and Unicode

Total characters	491440
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Droit, économie et gestion
2nd row	Sciences humaines et sociales
3rd row	Sciences humaines et sociales
4th row	Sciences humaines et sociales
5th row	Droit, économie et gestion

Common Values

Value	Count	Frequency (%)
Sciences, technologies et santé	5874	33.2%
Droit, économie et gestion	5016	28.4%
Sciences humaines et sociales	4582	25.9%
Masters enseignement	1141	6.5%
Lettres, langues, arts	1056	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
et	15472	23.0%
sciences	10456	15.5%
technologies	5874	8.7%
santé	5874	8.7%
droit	5016	7.4%
économie	5016	7.4%
gestion	5016	7.4%
humaines	4582	6.8%
sociales	4582	6.8%
masters	1141	1.7%
Other values (4)	4309	6.4%

Most occurring characters

Value	Count	Frequency (%)
e	76201	15.5%
	49669	10.1%
s	47557	9.7%
t	42702	8.7%
i	41683	8.5%
n	41297	8.4%
o	36394	7.4%
c	36384	7.4%
a	18291	3.7%
g	13087	2.7%
Other values (11)	88175	17.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	411100	83.7%
Space Separator	49669	10.1%
Uppercase Letter	17669	3.6%
Other Punctuation	13002	2.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	76201	18.5%
s	47557	11.6%
t	42702	10.4%
i	41683	10.1%
n	41297	10.0%
o	36394	8.9%
c	36384	8.9%
a	18291	4.4%
g	13087	3.2%
l	11512	2.8%
Other values (5)	45992	11.2%

Uppercase Letter

Value	Count	Frequency (%)
S	10456	59.2%
D	5016	28.4%
M	1141	6.5%
L	1056	6.0%

Space Separator

Value	Count	Frequency (%)
	49669	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	13002	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	428769	87.2%
Common	62671	12.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	76201	17.8%
s	47557	11.1%
t	42702	10.0%
i	41683	9.7%
n	41297	9.6%
o	36394	8.5%
c	36384	8.5%
a	18291	4.3%
g	13087	3.1%
l	11512	2.7%
Other values (9)	63661	14.8%

Common

Value	Count	Frequency (%)
	49669	79.3%
,	13002	20.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	480550	97.8%
None	10890	2.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	76201	15.9%
	49669	10.3%
s	47557	9.9%
t	42702	8.9%
i	41683	8.7%
n	41297	8.6%
o	36394	7.6%
c	36384	7.6%
a	18291	3.8%
g	13087	2.7%
Other values (10)	77285	16.1%

None

Value	Count	Frequency (%)
é	10890	100.0%

code_de_la_discipline
Categorical

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

disc07	1228
disc12	1201
disc01	1200
disc04	1079
disc11	1077
Other values (15)	11884

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	106014
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	disc04
2nd row	disc08
3rd row	disc08
4th row	disc10
5th row	disc01

Common Values

Value	Count	Frequency (%)
disc07	1228	7.0%
disc12	1201	6.8%
disc01	1200	6.8%
disc04	1079	6.1%
disc11	1077	6.1%
disc06	1056	6.0%
disc18	1037	5.9%
disc16	1035	5.9%
disc02	1033	5.8%
disc14	977	5.5%
Other values (10)	6746	38.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
disc07	1228	7.0%
disc12	1201	6.8%
disc01	1200	6.8%
disc04	1079	6.1%
disc11	1077	6.1%
disc06	1056	6.0%
disc18	1037	5.9%
disc16	1035	5.9%
disc02	1033	5.8%
disc14	977	5.5%
Other values (10)	6746	38.2%

Most occurring characters

Value	Count	Frequency (%)
d	17669	16.7%
i	17669	16.7%
s	17669	16.7%
c	17669	16.7%
1	11100	10.5%
0	9639	9.1%
2	2296	2.2%
6	2091	2.0%
7	2089	2.0%
4	2056	1.9%
Other values (4)	6067	5.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	70676	66.7%
Decimal Number	35338	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	11100	31.4%
0	9639	27.3%
2	2296	6.5%
6	2091	5.9%
7	2089	5.9%
4	2056	5.8%
8	1959	5.5%
3	1924	5.4%
5	1580	4.5%
9	604	1.7%

Lowercase Letter

Value	Count	Frequency (%)
d	17669	25.0%
i	17669	25.0%
s	17669	25.0%
c	17669	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	70676	66.7%
Common	35338	33.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	11100	31.4%
0	9639	27.3%
2	2296	6.5%
6	2091	5.9%
7	2089	5.9%
4	2056	5.8%
8	1959	5.5%
3	1924	5.4%
5	1580	4.5%
9	604	1.7%

Latin

Value	Count	Frequency (%)
d	17669	25.0%
i	17669	25.0%
s	17669	25.0%
c	17669	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106014	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	17669	16.7%
i	17669	16.7%
s	17669	16.7%
c	17669	16.7%
1	11100	10.5%
0	9639	9.1%
2	2296	2.2%
6	2091	2.0%
7	2089	2.0%
4	2056	1.9%
Other values (4)	6067	5.7%

discipline
Categorical

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

Ensemble sciences humaines et sociales	1228
Ensemble sciences, technologies et santé	1201
Ensemble formations juridiques, économiques et de gestion	1200
Gestion	1079
Autres sciences humaines et sociales	1077
Other values (15)	11884

Length

Max length	57
Median length	33
Mean length	26.72149
Min length	5

Characters and Unicode

Total characters	472142
Distinct characters	41
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gestion
2nd row	Histoire-géographie
3rd row	Histoire-géographie
4th row	Information communication
5th row	Ensemble formations juridiques, économiques et de gestion

Common Values

Value	Count	Frequency (%)
Ensemble sciences humaines et sociales	1228	7.0%
Ensemble sciences, technologies et santé	1201	6.8%
Ensemble formations juridiques, économiques et de gestion	1200	6.8%
Gestion	1079	6.1%
Autres sciences humaines et sociales	1077	6.1%
Lettres, langues, arts	1056	6.0%
Masters enseignement	1037	5.9%
Informatique	1035	5.9%
Droit	1033	5.8%
Sciences fondamentales	977	5.5%
Other values (10)	6746	38.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
et	7261	12.0%
sciences	7144	11.8%
de	4694	7.8%
ensemble	3629	6.0%
gestion	3016	5.0%
autres	2675	4.4%
humaines	2305	3.8%
sociales	2305	3.8%
technologies	2062	3.4%
santé	2062	3.4%
Other values (25)	23388	38.6%

Most occurring characters

Value	Count	Frequency (%)
e	70999	15.0%
s	46795	9.9%
	42872	9.1%
n	37447	7.9%
i	37148	7.9%
t	30973	6.6%
o	28374	6.0%
c	23769	5.0%
a	19273	4.1%
r	17452	3.7%
Other values (31)	117040	24.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	403187	85.4%
Space Separator	42872	9.1%
Uppercase Letter	17855	3.8%
Other Punctuation	7306	1.5%
Dash Punctuation	922	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	70999	17.6%
s	46795	11.6%
n	37447	9.3%
i	37148	9.2%
t	30973	7.7%
o	28374	7.0%
c	23769	5.9%
a	19273	4.8%
r	17452	4.3%
m	16349	4.1%
Other values (13)	74608	18.5%

Uppercase Letter

Value	Count	Frequency (%)
E	3691	20.7%
S	2777	15.6%
A	2675	15.0%
I	1828	10.2%
M	1141	6.4%
G	1079	6.0%
L	1056	5.9%
D	1033	5.8%
É	967	5.4%
H	922	5.2%
Other values (2)	686	3.8%

Other Punctuation

Value	Count	Frequency (%)
,	6173	84.5%
'	843	11.5%
.	186	2.5%
:	104	1.4%

Space Separator

Value	Count	Frequency (%)
	42872	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	922	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	421042	89.2%
Common	51100	10.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	70999	16.9%
s	46795	11.1%
n	37447	8.9%
i	37148	8.8%
t	30973	7.4%
o	28374	6.7%
c	23769	5.6%
a	19273	4.6%
r	17452	4.1%
m	16349	3.9%
Other values (25)	92463	22.0%

Common

Value	Count	Frequency (%)
	42872	83.9%
,	6173	12.1%
-	922	1.8%
'	843	1.6%
.	186	0.4%
:	104	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	465307	98.6%
None	6835	1.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	70999	15.3%
s	46795	10.1%
	42872	9.2%
n	37447	8.0%
i	37148	8.0%
t	30973	6.7%
o	28374	6.1%
c	23769	5.1%
a	19273	4.1%
r	17452	3.8%
Other values (29)	110205	23.7%

None

Value	Count	Frequency (%)
é	5868	85.9%
É	967	14.1%

situation
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

30 mois après le diplôme	9847
18 mois après le diplôme	7822

Length

Max length	24
Median length	24
Mean length	24
Min length	24

Characters and Unicode

Total characters	424056
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	30 mois après le diplôme
2nd row	30 mois après le diplôme
3rd row	30 mois après le diplôme
4th row	30 mois après le diplôme
5th row	30 mois après le diplôme

Common Values

Value	Count	Frequency (%)
30 mois après le diplôme	9847	55.7%
18 mois après le diplôme	7822	44.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mois	17669	20.0%
après	17669	20.0%
le	17669	20.0%
diplôme	17669	20.0%
30	9847	11.1%
18	7822	8.9%

Most occurring characters

Value	Count	Frequency (%)
	70676	16.7%
p	35338	8.3%
m	35338	8.3%
i	35338	8.3%
s	35338	8.3%
l	35338	8.3%
e	35338	8.3%
d	17669	4.2%
o	17669	4.2%
a	17669	4.2%
Other values (7)	88345	20.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	318042	75.0%
Space Separator	70676	16.7%
Decimal Number	35338	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	35338	11.1%
m	35338	11.1%
i	35338	11.1%
s	35338	11.1%
l	35338	11.1%
e	35338	11.1%
d	17669	5.6%
o	17669	5.6%
a	17669	5.6%
ô	17669	5.6%
Other values (2)	35338	11.1%

Decimal Number

Value	Count	Frequency (%)
3	9847	27.9%
0	9847	27.9%
1	7822	22.1%
8	7822	22.1%

Space Separator

Value	Count	Frequency (%)
	70676	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	318042	75.0%
Common	106014	25.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	35338	11.1%
m	35338	11.1%
i	35338	11.1%
s	35338	11.1%
l	35338	11.1%
e	35338	11.1%
d	17669	5.6%
o	17669	5.6%
a	17669	5.6%
ô	17669	5.6%
Other values (2)	35338	11.1%

Common

Value	Count	Frequency (%)
	70676	66.7%
3	9847	9.3%
0	9847	9.3%
1	7822	7.4%
8	7822	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	388718	91.7%
None	35338	8.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	70676	18.2%
p	35338	9.1%
m	35338	9.1%
i	35338	9.1%
s	35338	9.1%
l	35338	9.1%
e	35338	9.1%
d	17669	4.5%
o	17669	4.5%
a	17669	4.5%
Other values (5)	53007	13.6%

None

Value	Count	Frequency (%)
ô	17669	50.0%
è	17669	50.0%

nombre_de_reponses
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	659
Distinct (%)	3.7%
Missing	47
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	127.54489

Minimum	0
Maximum	13587
Zeros	283
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	14
median	35
Q3	83
95-th percentile	295
Maximum	13587
Range	13587
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	626.88186
Coefficient of variation (CV)	4.9149901
Kurtosis	218.22422
Mean	127.54489
Median Absolute Deviation (MAD)	26
Skewness	13.568796
Sum	2247596
Variance	392980.87
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	345	2.0%
5	329	1.9%
4	327	1.9%
1	312	1.8%
9	308	1.7%
6	305	1.7%
10	301	1.7%
7	299	1.7%
17	291	1.6%
15	290	1.6%
Other values (649)	14515	82.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	283	1.6%
1	312	1.8%
2	284	1.6%
3	290	1.6%
4	327	1.9%
5	329	1.9%
6	305	1.7%
7	299	1.7%
8	275	1.6%
9	308	1.7%

Value	Count	Frequency (%)
13587	2	< 0.1%
13165	2	< 0.1%
13159	2	< 0.1%
12839	2	< 0.1%
12584	2	< 0.1%
12503	2	< 0.1%
11849	2	< 0.1%
11488	1	< 0.1%
11433	2	< 0.1%
11122	1	< 0.1%

taux_de_reponse
Real number (ℝ)

Distinct	90
Distinct (%)	0.5%
Missing	321
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	71.903505

Minimum	0
Maximum	100
Zeros	7
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	0
5-th percentile	47
Q1	65
median	73
Q3	81
95-th percentile	92
Maximum	100
Range	100
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	13.815568
Coefficient of variation (CV)	0.1921404
Kurtosis	1.1270693
Mean	71.903505
Median Absolute Deviation (MAD)	8
Skewness	-0.6530884
Sum	1247382
Variance	190.86992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75	664	3.8%
67	637	3.6%
73	610	3.5%
74	591	3.3%
71	585	3.3%
79	579	3.3%
78	573	3.2%
80	569	3.2%
76	564	3.2%
77	537	3.0%
Other values (80)	11439	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	< 0.1%
2	3	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
12	1	< 0.1%
13	2	< 0.1%
14	7	< 0.1%
15	2	< 0.1%
18	2	< 0.1%
19	3	< 0.1%

Value	Count	Frequency (%)
100	522	3.0%
98	9	0.1%
97	27	0.2%
96	43	0.2%
95	64	0.4%
94	71	0.4%
93	102	0.6%
92	150	0.8%
91	114	0.6%
90	197	1.1%

poids_de_la_discipline
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	96
Distinct (%)	0.6%
Missing	754
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	18.434821

Minimum	0
Maximum	100
Zeros	263
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	9
Q3	22
95-th percentile	87
Maximum	100
Range	100
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	23.460317
Coefficient of variation (CV)	1.2726089
Kurtosis	4.7874103
Mean	18.434821
Median Absolute Deviation (MAD)	6
Skewness	2.2663585
Sum	311825
Variance	550.38648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	1177	6.7%
5	1107	6.3%
2	1047	5.9%
3	984	5.6%
6	969	5.5%
1	879	5.0%
7	865	4.9%
100	781	4.4%
8	672	3.8%
9	618	3.5%
Other values (86)	7816	44.2%
(Missing)	754	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	263	1.5%
1	879	5.0%
2	1047	5.9%
3	984	5.6%
4	1177	6.7%
5	1107	6.3%
6	969	5.5%
7	865	4.9%
8	672	3.8%
9	618	3.5%

Value	Count	Frequency (%)
100	781	4.4%
97	6	< 0.1%
96	4	< 0.1%
93	4	< 0.1%
92	3	< 0.1%
91	10	0.1%
90	8	< 0.1%
89	13	0.1%
88	13	0.1%
87	8	< 0.1%

taux_dinsertion
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	46
Distinct (%)	0.5%
Missing	7884
Missing (%)	44.6%
Infinite	0
Infinite (%)	0.0%
Mean	89.58835

Minimum	6
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	6
5-th percentile	77
Q1	86
median	91
Q3	94
95-th percentile	99
Maximum	100
Range	94
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.748337
Coefficient of variation (CV)	0.075326056
Kurtosis	5.3814142
Mean	89.58835
Median Absolute Deviation (MAD)	4
Skewness	-1.2206496
Sum	876622
Variance	45.540052
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
94	667	3.8%
93	650	3.7%
91	646	3.7%
90	631	3.6%
92	623	3.5%
95	541	3.1%
89	536	3.0%
97	508	2.9%
88	480	2.7%
87	444	2.5%
Other values (36)	4059	23.0%
(Missing)	7884	44.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	< 0.1%
13	1	< 0.1%
34	1	< 0.1%
37	1	< 0.1%
56	1	< 0.1%
60	1	< 0.1%
61	2	< 0.1%
62	2	< 0.1%
63	2	< 0.1%
64	6	< 0.1%

Value	Count	Frequency (%)
100	365	2.1%
99	159	0.9%
98	358	2.0%
97	508	2.9%
96	438	2.5%
95	541	3.1%
94	667	3.8%
93	650	3.7%
92	623	3.5%
91	646	3.7%

emplois_cadre_ou_professions_intermediaires
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	69
Distinct (%)	0.8%
Missing	8838
Missing (%)	50.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.046767

Minimum	3
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	3
5-th percentile	66
Q1	81
median	90
Q3	95
95-th percentile	100
Maximum	100
Range	97
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.757071
Coefficient of variation (CV)	0.12357806
Kurtosis	2.1432408
Mean	87.046767
Median Absolute Deviation (MAD)	6
Skewness	-1.2487421
Sum	768710
Variance	115.71457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	539	3.1%
97	514	2.9%
95	478	2.7%
94	471	2.7%
98	436	2.5%
93	414	2.3%
92	397	2.2%
96	388	2.2%
91	387	2.2%
90	327	1.9%
Other values (59)	4480	25.4%
(Missing)	8838	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	< 0.1%
11	1	< 0.1%
18	1	< 0.1%
20	1	< 0.1%
21	1	< 0.1%
26	1	< 0.1%
32	1	< 0.1%
36	2	< 0.1%
37	3	< 0.1%
39	1	< 0.1%

Value	Count	Frequency (%)
100	539	3.1%
99	192	1.1%
98	436	2.5%
97	514	2.9%
96	388	2.2%
95	478	2.7%
94	471	2.7%
93	414	2.3%
92	397	2.2%
91	387	2.2%

emplois_stables
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	83
Distinct (%)	0.9%
Missing	8742
Missing (%)	49.5%
Infinite	0
Infinite (%)	0.0%
Mean	70.216086

Minimum	12
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	12
5-th percentile	41
Q1	59
median	72
Q3	83
95-th percentile	94
Maximum	100
Range	88
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	16.223996
Coefficient of variation (CV)	0.2310581
Kurtosis	-0.43705894
Mean	70.216086
Median Absolute Deviation (MAD)	12
Skewness	-0.41891636
Sum	626819
Variance	263.21803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	240	1.4%
82	232	1.3%
87	224	1.3%
76	211	1.2%
84	205	1.2%
83	202	1.1%
70	201	1.1%
79	200	1.1%
77	200	1.1%
78	200	1.1%
Other values (73)	6812	38.6%
(Missing)	8742	49.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	1	< 0.1%
15	1	< 0.1%
19	3	< 0.1%
21	2	< 0.1%
22	1	< 0.1%
23	6	< 0.1%
24	5	< 0.1%
25	5	< 0.1%
26	10	0.1%
27	10	0.1%

Value	Count	Frequency (%)
100	68	0.4%
99	14	0.1%
98	66	0.4%
97	105	0.6%
96	75	0.4%
95	77	0.4%
94	103	0.6%
93	111	0.6%
92	112	0.6%
91	115	0.7%

emplois_a_temps_plein
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	60
Distinct (%)	0.7%
Missing	8810
Missing (%)	49.9%
Infinite	0
Infinite (%)	0.0%
Mean	92.417203

Minimum	37
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	37
5-th percentile	73
Q1	90
median	96
Q3	98
95-th percentile	100
Maximum	100
Range	63
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	9.1432
Coefficient of variation (CV)	0.098933961
Kurtosis	4.7068812
Mean	92.417203
Median Absolute Deviation (MAD)	3
Skewness	-2.0489045
Sum	818724
Variance	83.598105
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1299	7.4%
98	1129	6.4%
97	921	5.2%
99	691	3.9%
96	628	3.6%
95	546	3.1%
94	415	2.3%
93	319	1.8%
92	274	1.6%
91	270	1.5%
Other values (50)	2367	13.4%
(Missing)	8810	49.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37	1	< 0.1%
39	1	< 0.1%
41	1	< 0.1%
42	1	< 0.1%
44	2	< 0.1%
45	4	< 0.1%
46	2	< 0.1%
47	5	< 0.1%
48	4	< 0.1%
50	3	< 0.1%

Value	Count	Frequency (%)
100	1299	7.4%
99	691	3.9%
98	1129	6.4%
97	921	5.2%
96	628	3.6%
95	546	3.1%
94	415	2.3%
93	319	1.8%
92	274	1.6%
91	270	1.5%

salaire_net_median_des_emplois_a_temps_plein
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	149
Distinct (%)	2.0%
Missing	10111
Missing (%)	57.2%
Infinite	0
Infinite (%)	0.0%
Mean	1900.0437

Minimum	1280
Maximum	3150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	1280
5-th percentile	1530
Q1	1700
median	1880
Q3	2060
95-th percentile	2350
Maximum	3150
Range	1870
Interquartile range (IQR)	360

Descriptive statistics

Standard deviation	249.70447
Coefficient of variation (CV)	0.13142038
Kurtosis	0.30107544
Mean	1900.0437
Median Absolute Deviation (MAD)	180
Skewness	0.56215244
Sum	14360530
Variance	62352.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000	482	2.7%
1800	441	2.5%
1700	416	2.4%
1900	282	1.6%
1600	280	1.6%
2100	232	1.3%
1950	199	1.1%
1750	177	1.0%
1500	150	0.8%
1730	147	0.8%
Other values (139)	4752	26.9%
(Missing)	10111	57.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1280	1	< 0.1%
1300	2	< 0.1%
1330	3	< 0.1%
1350	4	< 0.1%
1360	2	< 0.1%
1370	1	< 0.1%
1380	5	< 0.1%
1400	22	0.1%
1410	9	0.1%
1420	4	< 0.1%

Value	Count	Frequency (%)
3150	2	< 0.1%
3100	1	< 0.1%
3000	2	< 0.1%
2980	1	< 0.1%
2900	2	< 0.1%
2800	1	< 0.1%
2770	3	< 0.1%
2760	2	< 0.1%
2750	2	< 0.1%
2740	1	< 0.1%

salaire_brut_annuel_estime
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	219
Distinct (%)	2.9%
Missing	10111
Missing (%)	57.2%
Infinite	0
Infinite (%)	0.0%
Mean	29635.022

Minimum	20000
Maximum	49100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	20000
5-th percentile	23900
Q1	26500
median	29300
Q3	32100
95-th percentile	36700
Maximum	49100
Range	29100
Interquartile range (IQR)	5600

Descriptive statistics

Standard deviation	3894.9219
Coefficient of variation (CV)	0.13142969
Kurtosis	0.30271191
Mean	29635.022
Median Absolute Deviation (MAD)	2800
Skewness	0.56255104
Sum	2.239815 × 10⁸
Variance	15170417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31200	444	2.5%
28100	419	2.4%
26500	398	2.3%
29600	269	1.5%
25000	262	1.5%
32800	225	1.3%
30400	192	1.1%
27300	165	0.9%
23400	146	0.8%
34300	135	0.8%
Other values (209)	4903	27.7%
(Missing)	10111	57.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20000	1	< 0.1%
20300	2	< 0.1%
20700	2	< 0.1%
20800	1	< 0.1%
21100	4	< 0.1%
21200	2	< 0.1%
21300	1	< 0.1%
21500	3	< 0.1%
21600	2	< 0.1%
21800	22	0.1%

Value	Count	Frequency (%)
49100	2	< 0.1%
48400	1	< 0.1%
46800	2	< 0.1%
46500	1	< 0.1%
45200	2	< 0.1%
43700	1	< 0.1%
43200	3	< 0.1%
43100	2	< 0.1%
42900	2	< 0.1%
42700	1	< 0.1%

de_diplomes_boursiers
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	67
Distinct (%)	0.4%
Missing	198
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	31.373247

Minimum	0
Maximum	100
Zeros	60
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	27
median	32
Q3	37
95-th percentile	47
Maximum	100
Range	100
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.4072919
Coefficient of variation (CV)	0.29985076
Kurtosis	2.8471239
Mean	31.373247
Median Absolute Deviation (MAD)	5
Skewness	0.18934591
Sum	548122
Variance	88.497141
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	1137	6.4%
33	1063	6.0%
32	977	5.5%
30	940	5.3%
38	883	5.0%
31	872	4.9%
28	848	4.8%
34	728	4.1%
36	712	4.0%
27	621	3.5%
Other values (57)	8690	49.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60	0.3%
1	2	< 0.1%
2	4	< 0.1%
3	2	< 0.1%
4	8	< 0.1%
5	6	< 0.1%
6	10	0.1%
7	38	0.2%
8	88	0.5%
9	96	0.5%

Value	Count	Frequency (%)
100	14	0.1%
67	4	< 0.1%
66	2	< 0.1%
65	2	< 0.1%
64	18	0.1%
63	6	< 0.1%
62	28	0.2%
61	4	< 0.1%
60	18	0.1%
58	2	< 0.1%

taux_de_chomage_regional
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	69
Distinct (%)	0.4%
Missing	451
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	8.8979905

Minimum	5.8
Maximum	20.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	5.8
5-th percentile	6.6
Q1	7.6
median	8.8
Q3	9.6
95-th percentile	11.9
Maximum	20.1
Range	14.3
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9050812
Coefficient of variation (CV)	0.21410241
Kurtosis	6.4411123
Mean	8.8979905
Median Absolute Deviation (MAD)	1.1
Skewness	1.8460171
Sum	153205.6
Variance	3.6293344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	1075	6.1%
8.8	1029	5.8%
7.1	890	5.0%
8.3	804	4.6%
8.9	789	4.5%
7.6	698	4.0%
7.8	656	3.7%
7.7	642	3.6%
8.6	528	3.0%
7	464	2.6%
Other values (59)	9643	54.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.8	116	0.7%
6	92	0.5%
6.2	118	0.7%
6.4	218	1.2%
6.5	118	0.7%
6.6	306	1.7%
6.7	212	1.2%
6.8	96	0.5%
6.9	92	0.5%
7	464	2.6%

Value	Count	Frequency (%)
20.1	30	0.2%
19.7	12	0.1%
19.4	26	0.1%
19.2	32	0.2%
18	16	0.1%
17.8	14	0.1%
17.4	30	0.2%
15.5	28	0.2%
14.3	128	0.7%
14	65	0.4%

salaire_net_mensuel_median_regional
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	45
Distinct (%)	0.3%
Missing	590
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	1856.1596

Minimum	1580
Maximum	2240
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	1580
5-th percentile	1710
Q1	1770
median	1820
Q3	1890
95-th percentile	2120
Maximum	2240
Range	660
Interquartile range (IQR)	120

Descriptive statistics

Standard deviation	128.67351
Coefficient of variation (CV)	0.069322438
Kurtosis	0.75659699
Mean	1856.1596
Median Absolute Deviation (MAD)	60
Skewness	1.1662304
Sum	31701350
Variance	16556.872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
1780	1322	7.5%
1830	1247	7.1%
1760	966	5.5%
1750	943	5.3%
1800	895	5.1%
1810	796	4.5%
1820	736	4.2%
1860	670	3.8%
1840	642	3.6%
1770	533	3.0%
Other values (35)	8329	47.1%
(Missing)	590	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1580	15	0.1%
1650	105	0.6%
1660	119	0.7%
1670	79	0.4%
1680	188	1.1%
1690	111	0.6%
1700	112	0.6%
1710	235	1.3%
1720	179	1.0%
1725	164	0.9%

Value	Count	Frequency (%)
2240	374	2.1%
2170	340	1.9%
2120	374	2.1%
2090	15	0.1%
2070	426	2.4%
2060	408	2.3%
2050	425	2.4%
2020	422	2.4%
1990	421	2.4%
1980	448	2.5%

emplois_cadre
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	98
Distinct (%)	1.2%
Missing	9313
Missing (%)	52.7%
Infinite	0
Infinite (%)	0.0%
Mean	63.814265

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	1
5-th percentile	31
Q1	50
median	65
Q3	79
95-th percentile	94
Maximum	100
Range	99
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	19.492925
Coefficient of variation (CV)	0.30546344
Kurtosis	-0.64503563
Mean	63.814265
Median Absolute Deviation (MAD)	15
Skewness	-0.22759413
Sum	533232
Variance	379.97412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	178	1.0%
63	164	0.9%
65	159	0.9%
67	157	0.9%
71	156	0.9%
80	155	0.9%
75	152	0.9%
52	150	0.8%
50	149	0.8%
62	148	0.8%
Other values (88)	6788	38.4%
(Missing)	9313	52.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	3	< 0.1%
3	1	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
9	2	< 0.1%
10	3	< 0.1%
11	4	< 0.1%
12	3	< 0.1%

Value	Count	Frequency (%)
100	87	0.5%
99	5	< 0.1%
98	43	0.2%
97	99	0.6%
96	67	0.4%
95	71	0.4%
94	73	0.4%
93	104	0.6%
92	88	0.5%
91	94	0.5%

emplois_exterieurs_a_la_region_de_luniversite
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	96
Distinct (%)	1.1%
Missing	9143
Missing (%)	51.7%
Infinite	0
Infinite (%)	0.0%
Mean	42.197279

Minimum	2
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	2
5-th percentile	12
Q1	28
median	43
Q3	55
95-th percentile	72
Maximum	100
Range	98
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	18.716086
Coefficient of variation (CV)	0.44353774
Kurtosis	-0.23637575
Mean	42.197279
Median Absolute Deviation (MAD)	13
Skewness	0.15965443
Sum	359774
Variance	350.29187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48	227	1.3%
39	210	1.2%
50	203	1.1%
51	198	1.1%
40	192	1.1%
54	191	1.1%
41	183	1.0%
45	182	1.0%
46	173	1.0%
42	172	1.0%
Other values (86)	6595	37.3%
(Missing)	9143	51.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	12	0.1%
3	15	0.1%
4	22	0.1%
5	20	0.1%
6	37	0.2%
7	42	0.2%
8	62	0.4%
9	45	0.3%
10	46	0.3%
11	69	0.4%

Value	Count	Frequency (%)
100	56	0.3%
98	4	< 0.1%
97	8	< 0.1%
96	6	< 0.1%
95	2	< 0.1%
93	6	< 0.1%
92	2	< 0.1%
91	2	< 0.1%
90	2	< 0.1%
88	12	0.1%

femmes
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	98
Distinct (%)	1.1%
Missing	8387
Missing (%)	47.5%
Infinite	0
Infinite (%)	0.0%
Mean	59.326546

Minimum	2
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	2
5-th percentile	18
Q1	48
median	62
Q3	74
95-th percentile	87
Maximum	100
Range	98
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.873605
Coefficient of variation (CV)	0.33498671
Kurtosis	-0.0099150322
Mean	59.326546
Median Absolute Deviation (MAD)	13
Skewness	-0.67077201
Sum	550669
Variance	394.96016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58	248	1.4%
60	245	1.4%
61	209	1.2%
56	209	1.2%
76	208	1.2%
73	201	1.1%
66	200	1.1%
65	198	1.1%
63	196	1.1%
59	195	1.1%
Other values (88)	7173	40.6%
(Missing)	8387	47.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	10	0.1%
3	16	0.1%
4	10	0.1%
5	11	0.1%
6	34	0.2%
7	15	0.1%
8	25	0.1%
9	36	0.2%
10	31	0.2%
11	31	0.2%

Value	Count	Frequency (%)
100	4	< 0.1%
98	2	< 0.1%
97	14	0.1%
96	6	< 0.1%
95	10	0.1%
94	14	0.1%
93	36	0.2%
92	53	0.3%
91	35	0.2%
90	66	0.4%

salaire_net_mensuel_regional_1er_quartile
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	31
Distinct (%)	0.2%
Missing	2585
Missing (%)	14.6%
Infinite	0
Infinite (%)	0.0%
Mean	1472.0399

Minimum	1310
Maximum	1780
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	1310
5-th percentile	1380
Q1	1410
median	1450
Q3	1490
95-th percentile	1640
Maximum	1780
Range	470
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	87.278492
Coefficient of variation (CV)	0.059290846
Kurtosis	0.73172439
Mean	1472.0399
Median Absolute Deviation (MAD)	40
Skewness	1.1266049
Sum	22204250
Variance	7617.5351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1470	1394	7.9%
1430	1376	7.8%
1400	1056	6.0%
1380	1054	6.0%
1450	938	5.3%
1420	902	5.1%
1460	862	4.9%
1480	718	4.1%
1390	650	3.7%
1410	564	3.2%
Other values (21)	5570	31.5%
(Missing)	2585	14.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1310	86	0.5%
1340	26	0.1%
1350	86	0.5%
1360	72	0.4%
1370	286	1.6%
1380	1054	6.0%
1390	650	3.7%
1400	1056	6.0%
1405	114	0.6%
1410	564	3.2%

Value	Count	Frequency (%)
1780	174	1.0%
1650	340	1.9%
1640	374	2.1%
1630	426	2.4%
1620	374	2.1%
1610	410	2.3%
1600	408	2.3%
1580	422	2.4%
1550	412	2.3%
1500	124	0.7%

salaire_net_mensuel_regional_3eme_quartile
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	43
Distinct (%)	0.3%
Missing	2583
Missing (%)	14.6%
Infinite	0
Infinite (%)	0.0%
Mean	2242.6236

Minimum	1980
Maximum	2790
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.2 KiB

Quantile statistics

Minimum	1980
5-th percentile	2030
Q1	2110
median	2180
Q3	2310
95-th percentile	2620
Maximum	2790
Range	810
Interquartile range (IQR)	200

Descriptive statistics

Standard deviation	200.13152
Coefficient of variation (CV)	0.089239906
Kurtosis	0.27719826
Mean	2242.6236
Median Absolute Deviation (MAD)	90
Skewness	1.1697567
Sum	33832220
Variance	40052.626
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
2180	988	5.6%
2120	902	5.1%
2060	788	4.5%
2130	764	4.3%
2220	592	3.4%
2100	572	3.2%
2140	554	3.1%
2080	504	2.9%
2210	456	2.6%
2150	450	2.5%
Other values (33)	8516	48.2%
(Missing)	2583	14.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1980	88	0.5%
2010	246	1.4%
2020	166	0.9%
2025	164	0.9%
2030	206	1.2%
2040	174	1.0%
2050	146	0.8%
2060	788	4.5%
2070	414	2.3%
2080	504	2.9%

Value	Count	Frequency (%)
2790	374	2.1%
2700	340	1.9%
2620	374	2.1%
2580	426	2.4%
2570	408	2.3%
2560	410	2.3%
2530	422	2.4%
2480	36	0.2%
2420	412	2.3%
2380	36	0.2%

cle_etab
Categorical

Distinct	185
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

Dijon - Bourgogne_30	181
Strasbourg_30	181
Toutes universités et établissements assimilés_30	181
Nantes_30	180
Aix-Marseille_30	180
Other values (180)	16766

Length

Max length	51
Median length	34
Mean length	20.763031
Min length	8

Characters and Unicode

Total characters	366862
Distinct characters	63
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Nice - Sophia-Antipolis_30
2nd row	Nice - Sophia-Antipolis_30
3rd row	Aix-Marseille_30
4th row	Aix-Marseille_30
5th row	Caen Normandie_30

Common Values

Value	Count	Frequency (%)
Dijon - Bourgogne_30	181	1.0%
Strasbourg_30	181	1.0%
Toutes universités et établissements assimilés_30	181	1.0%
Nantes_30	180	1.0%
Aix-Marseille_30	180	1.0%
Université Sorbonne Paris Nord_30	179	1.0%
Besançon - Franche-Comté_30	179	1.0%
Poitiers_30	177	1.0%
Lorraine_30	177	1.0%
Amiens - Picardie Jules-Verne_30	175	1.0%
Other values (175)	15879	89.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	6405	13.5%
paris	2095	4.4%
1	862	1.8%
3	786	1.7%
jean	739	1.6%
université	734	1.6%
lyon	691	1.5%
2	628	1.3%
de	612	1.3%
toulouse	601	1.3%
Other values (243)	33201	70.1%

Most occurring characters

Value	Count	Frequency (%)
e	33949	9.3%
	29685	8.1%
n	24929	6.8%
a	21123	5.8%
i	20625	5.6%
s	19248	5.2%
r	19185	5.2%
_	17669	4.8%
o	17441	4.8%
l	13790	3.8%
Other values (53)	149218	40.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	227991	62.1%
Uppercase Letter	39997	10.9%
Decimal Number	38831	10.6%
Space Separator	29685	8.1%
Connector Punctuation	17669	4.8%
Dash Punctuation	11925	3.3%
Other Punctuation	764	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	33949	14.9%
n	24929	10.9%
a	21123	9.3%
i	20625	9.0%
s	19248	8.4%
r	19185	8.4%
o	17441	7.6%
l	13790	6.0%
t	13315	5.8%
u	9081	4.0%
Other values (19)	35305	15.5%

Uppercase Letter

Value	Count	Frequency (%)
P	6254	15.6%
A	3434	8.6%
S	3413	8.5%
L	3237	8.1%
C	3120	7.8%
M	2617	6.5%
B	2541	6.4%
N	1864	4.7%
R	1740	4.4%
V	1702	4.3%
Other values (13)	10075	25.2%

Decimal Number

Value	Count	Frequency (%)
3	10633	27.4%
0	9847	25.4%
1	9237	23.8%
8	8081	20.8%
2	849	2.2%
7	132	0.3%
4	52	0.1%

Space Separator

Value	Count	Frequency (%)
	29685	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	17669	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	11925	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	764	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	267988	73.0%
Common	98874	27.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	33949	12.7%
n	24929	9.3%
a	21123	7.9%
i	20625	7.7%
s	19248	7.2%
r	19185	7.2%
o	17441	6.5%
l	13790	5.1%
t	13315	5.0%
u	9081	3.4%
Other values (42)	75302	28.1%

Common

Value	Count	Frequency (%)
	29685	30.0%
_	17669	17.9%
-	11925	12.1%
3	10633	10.8%
0	9847	10.0%
1	9237	9.3%
8	8081	8.2%
2	849	0.9%
'	764	0.8%
7	132	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	361304	98.5%
None	5558	1.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	33949	9.4%
	29685	8.2%
n	24929	6.9%
a	21123	5.8%
i	20625	5.7%
s	19248	5.3%
r	19185	5.3%
_	17669	4.9%
o	17441	4.8%
l	13790	3.8%
Other values (47)	143660	39.8%

None

Value	Count	Frequency (%)
é	4121	74.1%
ç	491	8.8%
è	310	5.6%
ô	277	5.0%
É	219	3.9%
î	140	2.5%

cle_disc
Categorical

Distinct	38
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

disc07_30	684
disc01_30	670
disc12_30	669
disc04_30	600
disc11_30	596
Other values (33)	14450

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	159021
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	disc04_30
2nd row	disc08_30
3rd row	disc08_30
4th row	disc10_30
5th row	disc01_30

Common Values

Value	Count	Frequency (%)
disc07_30	684	3.9%
disc01_30	670	3.8%
disc12_30	669	3.8%
disc04_30	600	3.4%
disc11_30	596	3.4%
disc06_30	585	3.3%
disc16_30	575	3.3%
disc02_30	574	3.2%
disc18_30	551	3.1%
disc14_30	546	3.1%
Other values (28)	11619	65.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
disc07_30	684	3.9%
disc01_30	670	3.8%
disc12_30	669	3.8%
disc04_30	600	3.4%
disc11_30	596	3.4%
disc06_30	585	3.3%
disc16_30	575	3.3%
disc02_30	574	3.2%
disc18_30	551	3.1%
disc14_30	546	3.1%
Other values (28)	11619	65.8%

Most occurring characters

Value	Count	Frequency (%)
0	19486	12.3%
1	18922	11.9%
d	17669	11.1%
i	17669	11.1%
s	17669	11.1%
c	17669	11.1%
_	17669	11.1%
3	11771	7.4%
8	9781	6.2%
2	2296	1.4%
Other values (5)	8420	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	70676	44.4%
Lowercase Letter	70676	44.4%
Connector Punctuation	17669	11.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	19486	27.6%
1	18922	26.8%
3	11771	16.7%
8	9781	13.8%
2	2296	3.2%
6	2091	3.0%
7	2089	3.0%
4	2056	2.9%
5	1580	2.2%
9	604	0.9%

Lowercase Letter

Value	Count	Frequency (%)
d	17669	25.0%
i	17669	25.0%
s	17669	25.0%
c	17669	25.0%

Connector Punctuation

Value	Count	Frequency (%)
_	17669	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	88345	55.6%
Latin	70676	44.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	19486	22.1%
1	18922	21.4%
_	17669	20.0%
3	11771	13.3%
8	9781	11.1%
2	2296	2.6%
6	2091	2.4%
7	2089	2.4%
4	2056	2.3%
5	1580	1.8%

Latin

Value	Count	Frequency (%)
d	17669	25.0%
i	17669	25.0%
s	17669	25.0%
c	17669	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	159021	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	19486	12.3%
1	18922	11.9%
d	17669	11.1%
i	17669	11.1%
s	17669	11.1%
c	17669	11.1%
_	17669	11.1%
3	11771	7.4%
8	9781	6.2%
2	2296	1.4%
Other values (5)	8420	5.3%

id_paysage
Categorical

HIGH CARDINALITY HIGH CORRELATION MISSING

Distinct	100
Distinct (%)	0.6%
Missing	325
Missing (%)	1.8%
Memory size	138.2 KiB

Lr94O	325
4k25D	325
cqyN7	323
xJdyB	323
7hB8r	323
Other values (95)	15725

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	86720
Distinct characters	61
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	7CYWd
2nd row	7CYWd
3rd row	xJdyB
4th row	xJdyB
5th row	p25Q3

Common Values

Value	Count	Frequency (%)
Lr94O	325	1.8%
4k25D	325	1.8%
cqyN7	323	1.8%
xJdyB	323	1.8%
7hB8r	323	1.8%
7Mpgt	321	1.8%
hlX1r	319	1.8%
t6Cq5	319	1.8%
8j5s2	315	1.8%
57OsX	311	1.8%
Other values (90)	14140	80.0%
(Missing)	325	1.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
lr94o	325	1.9%
4k25d	325	1.9%
cqyn7	323	1.9%
xjdyb	323	1.9%
7hb8r	323	1.9%
7mpgt	321	1.9%
hlx1r	319	1.8%
t6cq5	319	1.8%
8j5s2	315	1.8%
57osx	311	1.8%
Other values (90)	14140	81.5%

Most occurring characters

Value	Count	Frequency (%)
7	4408	5.1%
5	3740	4.3%
2	3622	4.2%
4	2985	3.4%
C	2772	3.2%
t	2567	3.0%
6	2539	2.9%
B	2411	2.8%
9	2253	2.6%
y	2191	2.5%
Other values (51)	57232	66.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	30486	35.2%
Uppercase Letter	29917	34.5%
Decimal Number	26317	30.3%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	2772	9.3%
B	2411	8.1%
H	1824	6.1%
U	1612	5.4%
W	1438	4.8%
L	1313	4.4%
Y	1313	4.4%
O	1307	4.4%
X	1223	4.1%
J	1210	4.0%
Other values (16)	13494	45.1%

Lowercase Letter

Value	Count	Frequency (%)
t	2567	8.4%
y	2191	7.2%
v	1950	6.4%
r	1773	5.8%
h	1743	5.7%
k	1704	5.6%
q	1444	4.7%
z	1440	4.7%
d	1396	4.6%
b	1393	4.6%
Other values (15)	12885	42.3%

Decimal Number

Value	Count	Frequency (%)
7	4408	16.7%
5	3740	14.2%
2	3622	13.8%
4	2985	11.3%
6	2539	9.6%
9	2253	8.6%
1	2145	8.2%
8	1787	6.8%
0	1463	5.6%
3	1375	5.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	60403	69.7%
Common	26317	30.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	2772	4.6%
t	2567	4.2%
B	2411	4.0%
y	2191	3.6%
v	1950	3.2%
H	1824	3.0%
r	1773	2.9%
h	1743	2.9%
k	1704	2.8%
U	1612	2.7%
Other values (41)	39856	66.0%

Common

Value	Count	Frequency (%)
7	4408	16.7%
5	3740	14.2%
2	3622	13.8%
4	2985	11.3%
6	2539	9.6%
9	2253	8.6%
1	2145	8.2%
8	1787	6.8%
0	1463	5.6%
3	1375	5.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	86720	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
7	4408	5.1%
5	3740	4.3%
2	3622	4.2%
4	2985	3.4%
C	2772	3.2%
t	2567	3.0%
6	2539	2.9%
B	2411	2.8%
9	2253	2.6%
y	2191	2.5%
Other values (51)	57232	66.0%

Auto

Heatmap
Table

	annee	nombre_de_reponses	taux_de_reponse	poids_de_la_discipline	taux_dinsertion	emplois_cadre_ou_professions_intermediaires	emplois_stables	emplois_a_temps_plein	salaire_net_median_des_emplois_a_temps_plein	salaire_brut_annuel_estime	de_diplomes_boursiers	taux_de_chomage_regional	salaire_net_mensuel_median_regional	emplois_cadre	emplois_exterieurs_a_la_region_de_luniversite	femmes	salaire_net_mensuel_regional_1er_quartile	salaire_net_mensuel_regional_3eme_quartile	diplome	numero_de_l_etablissement	etablissement	code_de_l_academie	academie	code_du_domaine	domaine	code_de_la_discipline	discipline	situation	cle_disc	id_paysage
annee	1.000	0.014	0.012	-0.001	0.110	0.158	0.050	0.088	0.207	0.206	0.089	-0.614	0.431	0.091	-0.025	-0.029	0.034	0.390	0.107	0.173	0.150	0.000	0.000	0.051	0.051	0.097	0.097	0.320	0.138	0.179
nombre_de_reponses	0.014	1.000	0.053	0.754	0.070	-0.001	0.046	0.013	0.050	0.050	-0.143	-0.039	0.016	0.036	-0.020	-0.024	0.010	0.040	0.082	0.312	0.312	1.000	1.000	0.058	0.058	0.085	0.085	0.000	0.080	1.000
taux_de_reponse	0.012	0.053	1.000	-0.076	-0.081	0.040	-0.140	-0.100	-0.192	-0.192	0.137	0.090	-0.274	-0.046	0.239	-0.059	-0.261	-0.255	0.052	0.281	0.281	0.202	0.202	0.092	0.092	0.082	0.082	0.008	0.077	0.281
poids_de_la_discipline	-0.001	0.754	-0.076	1.000	0.185	-0.016	0.223	0.052	-0.012	-0.012	-0.029	0.019	-0.009	0.051	-0.125	0.098	-0.035	-0.014	0.888	0.198	0.199	0.101	0.101	0.467	0.467	0.420	0.420	0.012	0.420	0.199
taux_dinsertion	0.110	0.070	-0.081	0.185	1.000	0.409	0.618	0.325	0.362	0.362	-0.153	-0.125	0.055	0.460	-0.214	-0.115	0.060	0.059	0.279	0.145	0.146	0.110	0.110	0.214	0.214	0.206	0.206	0.241	0.242	0.155
emplois_cadre_ou_professions_intermediaires	0.158	-0.001	0.040	-0.016	0.409	1.000	0.494	0.403	0.539	0.539	-0.233	-0.146	0.149	0.804	-0.142	-0.336	0.127	0.150	0.154	0.165	0.166	0.097	0.097	0.264	0.264	0.208	0.208	0.129	0.214	0.165
emplois_stables	0.050	0.046	-0.140	0.223	0.618	0.494	1.000	0.578	0.599	0.599	-0.197	-0.020	0.074	0.493	-0.231	-0.376	0.060	0.098	0.357	0.154	0.153	0.083	0.083	0.352	0.352	0.305	0.305	0.347	0.377	0.155
emplois_a_temps_plein	0.088	0.013	-0.100	0.052	0.325	0.403	0.578	1.000	0.650	0.650	-0.151	-0.061	0.093	0.237	-0.034	-0.564	0.071	0.079	0.227	0.153	0.154	0.059	0.059	0.391	0.391	0.352	0.352	0.075	0.366	0.155
salaire_net_median_des_emplois_a_temps_plein	0.207	0.050	-0.192	-0.012	0.362	0.539	0.599	0.650	1.000	1.000	-0.307	-0.188	0.350	0.499	-0.175	-0.560	0.267	0.358	0.354	0.243	0.243	0.172	0.172	0.341	0.341	0.262	0.262	0.200	0.285	0.250
salaire_brut_annuel_estime	0.206	0.050	-0.192	-0.012	0.362	0.539	0.599	0.650	1.000	1.000	-0.307	-0.187	0.350	0.499	-0.175	-0.561	0.267	0.358	0.352	0.243	0.243	0.172	0.172	0.340	0.340	0.261	0.261	0.200	0.284	0.250
de_diplomes_boursiers	0.089	-0.143	0.137	-0.029	-0.153	-0.233	-0.197	-0.151	-0.307	-0.307	1.000	0.080	-0.446	-0.316	0.452	0.023	-0.537	-0.443	0.237	0.589	0.589	0.419	0.419	0.122	0.122	0.101	0.101	0.024	0.097	0.594
taux_de_chomage_regional	-0.614	-0.039	0.090	0.019	-0.125	-0.146	-0.020	-0.061	-0.188	-0.187	0.080	1.000	-0.387	-0.141	0.097	-0.031	-0.221	-0.372	0.011	0.597	0.595	0.567	0.567	0.000	0.000	0.000	0.000	0.075	0.000	0.598
salaire_net_mensuel_median_regional	0.431	0.016	-0.274	-0.009	0.055	0.149	0.074	0.093	0.350	0.350	-0.446	-0.387	1.000	0.192	-0.565	0.022	0.799	0.976	0.024	0.510	0.474	0.417	0.417	0.010	0.010	0.033	0.033	0.166	0.055	0.496
emplois_cadre	0.091	0.036	-0.046	0.051	0.460	0.804	0.493	0.237	0.499	0.499	-0.316	-0.141	0.192	1.000	-0.278	-0.192	0.168	0.209	0.380	0.260	0.234	0.165	0.165	0.287	0.287	0.291	0.291	0.108	0.295	0.259
emplois_exterieurs_a_la_region_de_luniversite	-0.025	-0.020	0.239	-0.125	-0.214	-0.142	-0.231	-0.034	-0.175	-0.175	0.452	0.097	-0.565	-0.278	1.000	-0.115	-0.549	-0.556	0.304	0.401	0.401	0.363	0.363	0.199	0.199	0.170	0.170	0.000	0.164	0.400
femmes	-0.029	-0.024	-0.059	0.098	-0.115	-0.336	-0.376	-0.564	-0.560	-0.561	0.023	-0.031	0.022	-0.192	-0.115	1.000	0.041	0.038	0.332	0.197	0.197	0.096	0.096	0.445	0.445	0.469	0.469	0.000	0.467	0.200
salaire_net_mensuel_regional_1er_quartile	0.034	0.010	-0.261	-0.035	0.060	0.127	0.060	0.071	0.267	0.267	-0.537	-0.221	0.799	0.168	-0.549	0.041	1.000	0.734	0.000	0.575	0.571	0.545	0.545	0.000	0.000	0.000	0.000	0.000	0.000	0.572
salaire_net_mensuel_regional_3eme_quartile	0.390	0.040	-0.255	-0.014	0.059	0.150	0.098	0.079	0.358	0.358	-0.443	-0.372	0.976	0.209	-0.556	0.038	0.734	1.000	0.000	0.492	0.469	0.408	0.408	0.000	0.000	0.000	0.000	0.000	0.000	0.484
diplome	0.107	0.082	0.052	0.888	0.279	0.154	0.357	0.227	0.354	0.352	0.237	0.011	0.024	0.380	0.304	0.332	0.000	0.000	1.000	0.084	0.085	0.026	0.026	1.000	1.000	0.999	0.999	0.004	0.999	0.084
numero_de_l_etablissement	0.173	0.312	0.281	0.198	0.145	0.165	0.154	0.153	0.243	0.243	0.589	0.597	0.510	0.260	0.401	0.197	0.575	0.492	0.084	1.000	1.000	0.998	0.998	0.142	0.142	0.091	0.091	0.019	0.043	0.984
etablissement	0.150	0.312	0.281	0.199	0.146	0.166	0.153	0.154	0.243	0.243	0.589	0.595	0.474	0.234	0.401	0.197	0.571	0.469	0.085	1.000	1.000	0.998	0.998	0.143	0.143	0.092	0.092	0.024	0.046	0.994
code_de_l_academie	0.000	1.000	0.202	0.101	0.110	0.097	0.083	0.059	0.172	0.172	0.419	0.567	0.417	0.165	0.363	0.096	0.545	0.408	0.026	0.998	0.998	1.000	1.000	0.039	0.039	0.037	0.037	0.000	0.000	0.998
academie	0.000	1.000	0.202	0.101	0.110	0.097	0.083	0.059	0.172	0.172	0.419	0.567	0.417	0.165	0.363	0.096	0.545	0.408	0.026	0.998	0.998	1.000	1.000	0.039	0.039	0.037	0.037	0.000	0.000	0.998
code_du_domaine	0.051	0.058	0.092	0.467	0.214	0.264	0.352	0.391	0.341	0.340	0.122	0.000	0.010	0.287	0.199	0.445	0.000	0.000	1.000	0.142	0.143	0.039	0.039	1.000	1.000	1.000	1.000	0.000	0.999	0.144
domaine	0.051	0.058	0.092	0.467	0.214	0.264	0.352	0.391	0.341	0.340	0.122	0.000	0.010	0.287	0.199	0.445	0.000	0.000	1.000	0.142	0.143	0.039	0.039	1.000	1.000	1.000	1.000	0.000	0.999	0.144
code_de_la_discipline	0.097	0.085	0.082	0.420	0.206	0.208	0.305	0.352	0.262	0.261	0.101	0.000	0.033	0.291	0.170	0.469	0.000	0.000	0.999	0.091	0.092	0.037	0.037	1.000	1.000	1.000	1.000	0.061	0.999	0.093
discipline	0.097	0.085	0.082	0.420	0.206	0.208	0.305	0.352	0.262	0.261	0.101	0.000	0.033	0.291	0.170	0.469	0.000	0.000	0.999	0.091	0.092	0.037	0.037	1.000	1.000	1.000	1.000	0.061	0.999	0.093
situation	0.320	0.000	0.008	0.012	0.241	0.129	0.347	0.075	0.200	0.200	0.024	0.075	0.166	0.108	0.000	0.000	0.000	0.000	0.004	0.019	0.024	0.000	0.000	0.000	0.000	0.061	0.061	1.000	0.999	0.024
cle_disc	0.138	0.080	0.077	0.420	0.242	0.214	0.377	0.366	0.285	0.284	0.097	0.000	0.055	0.295	0.164	0.467	0.000	0.000	0.999	0.043	0.046	0.000	0.000	0.999	0.999	0.999	0.999	0.999	1.000	0.044
id_paysage	0.179	1.000	0.281	0.199	0.155	0.165	0.155	0.155	0.250	0.250	0.594	0.598	0.496	0.259	0.400	0.200	0.572	0.484	0.084	0.984	0.994	0.998	0.998	0.144	0.144	0.093	0.093	0.024	0.044	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	annee	diplome	numero_de_l_etablissement	etablissement	code_de_l_academie	academie	code_du_domaine	domaine	code_de_la_discipline	discipline	situation	nombre_de_reponses	taux_de_reponse	poids_de_la_discipline	taux_dinsertion	emplois_cadre_ou_professions_intermediaires	emplois_stables	emplois_a_temps_plein	salaire_net_median_des_emplois_a_temps_plein	salaire_brut_annuel_estime	de_diplomes_boursiers	taux_de_chomage_regional	salaire_net_mensuel_median_regional	emplois_cadre	emplois_exterieurs_a_la_region_de_luniversite	femmes	salaire_net_mensuel_regional_1er_quartile	salaire_net_mensuel_regional_3eme_quartile	cle_etab	cle_disc	id_paysage
0	2010	MASTER LMD	0060931E	Nice - Sophia-Antipolis	A23	Nice	DEG	Droit, économie et gestion	disc04	Gestion	30 mois après le diplôme	167.0	88.0	29.0	88.0	82.0	83.0	96.0	2000.0	31200.0	29.0	11.7	1750.0	NaN	NaN	NaN	NaN	NaN	Nice - Sophia-Antipolis_30	disc04_30	7CYWd
1	2010	MASTER LMD	0060931E	Nice - Sophia-Antipolis	A23	Nice	SHS	Sciences humaines et sociales	disc08	Histoire-géographie	30 mois après le diplôme	9.0	75.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	29.0	11.7	1750.0	NaN	NaN	NaN	NaN	NaN	Nice - Sophia-Antipolis_30	disc08_30	7CYWd
2	2010	MASTER LMD	0134009M	Aix-Marseille	A02	Aix-Marseille	SHS	Sciences humaines et sociales	disc08	Histoire-géographie	30 mois après le diplôme	40.0	77.0	3.0	80.0	75.0	65.0	90.0	NaN	NaN	29.0	11.7	1750.0	NaN	NaN	NaN	NaN	NaN	Aix-Marseille_30	disc08_30	xJdyB
3	2010	MASTER LMD	0134009M	Aix-Marseille	A02	Aix-Marseille	SHS	Sciences humaines et sociales	disc10	Information communication	30 mois après le diplôme	66.0	76.0	4.0	89.0	78.0	64.0	90.0	1750.0	27300.0	29.0	11.7	1750.0	NaN	NaN	NaN	NaN	NaN	Aix-Marseille_30	disc10_30	xJdyB
4	2010	MASTER LMD	0141408E	Caen Normandie	A70	Normandie	DEG	Droit, économie et gestion	disc01	Ensemble formations juridiques, économiques et de gestion	30 mois après le diplôme	255.0	76.0	55.0	93.0	92.0	85.0	98.0	2110.0	32900.0	26.0	9.7	1680.0	NaN	NaN	NaN	NaN	NaN	Caen Normandie_30	disc01_30	p25Q3
5	2010	MASTER LMD	0141408E	Caen Normandie	A70	Normandie	STS	Sciences, technologies et santé	disc12	Ensemble sciences, technologies et santé	30 mois après le diplôme	106.0	84.0	21.0	91.0	94.0	80.0	95.0	1920.0	29900.0	26.0	9.7	1680.0	NaN	NaN	NaN	NaN	NaN	Caen Normandie_30	disc12_30	p25Q3
6	2010	MASTER LMD	0171463Y	La Rochelle	A13	Poitiers	STS	Sciences, technologies et santé	disc12	Ensemble sciences, technologies et santé	30 mois après le diplôme	98.0	69.0	49.0	90.0	98.0	81.0	98.0	1950.0	30400.0	36.0	9.8	1670.0	NaN	NaN	NaN	NaN	NaN	La Rochelle_30	disc12_30	atbEK
7	2010	MASTER LMD	0171463Y	La Rochelle	A13	Poitiers	STS	Sciences, technologies et santé	disc13	Sciences de la vie et de la terre	30 mois après le diplôme	45.0	82.0	22.0	82.0	97.0	65.0	95.0	1750.0	27300.0	36.0	9.8	1670.0	NaN	NaN	NaN	NaN	NaN	La Rochelle_30	disc13_30	atbEK
8	2010	MASTER LMD	0251215K	Besançon - Franche-Comté	A03	Besançon	DEG	Droit, économie et gestion	disc01	Ensemble formations juridiques, économiques et de gestion	30 mois après le diplôme	80.0	76.0	22.0	86.0	76.0	84.0	100.0	1820.0	28300.0	38.0	9.9	1730.0	NaN	NaN	NaN	NaN	NaN	Besançon - Franche-Comté_30	disc01_30	7Mpgt
9	2010	MASTER LMD	0251215K	Besançon - Franche-Comté	A03	Besançon	DEG	Droit, économie et gestion	disc05	Autres formations juridiques, économiques et de gestion	30 mois après le diplôme	15.0	75.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	38.0	9.9	1730.0	NaN	NaN	NaN	NaN	NaN	Besançon - Franche-Comté_30	disc05_30	7Mpgt

	annee	diplome	numero_de_l_etablissement	etablissement	code_de_l_academie	academie	code_du_domaine	domaine	code_de_la_discipline	discipline	situation	nombre_de_reponses	taux_de_reponse	poids_de_la_discipline	taux_dinsertion	emplois_cadre_ou_professions_intermediaires	emplois_stables	emplois_a_temps_plein	salaire_net_median_des_emplois_a_temps_plein	salaire_brut_annuel_estime	de_diplomes_boursiers	taux_de_chomage_regional	salaire_net_mensuel_median_regional	emplois_cadre	emplois_exterieurs_a_la_region_de_luniversite	femmes	salaire_net_mensuel_regional_1er_quartile	salaire_net_mensuel_regional_3eme_quartile	cle_etab	cle_disc	id_paysage
17659	2016	MASTER LMD	0134009M	Aix-Marseille	A02	Aix-Marseille	STS	Sciences, technologies et santé	disc12	Ensemble sciences, technologies et santé	18 mois après le diplôme	372.0	68.0	27.0	88.0	89.0	68.0	94.0	1870.0	29100.0	34.0	10.2	1800.0	65.0	45.0	44.0	1410.0	2140.0	Aix-Marseille_18	disc12_18	xJdyB
17660	2016	MASTER LMD	0134009M	Aix-Marseille	A02	Aix-Marseille	STS	Sciences, technologies et santé	disc12	Ensemble sciences, technologies et santé	30 mois après le diplôme	372.0	68.0	27.0	90.0	92.0	80.0	97.0	2000.0	31200.0	34.0	10.2	1800.0	71.0	45.0	44.0	1410.0	2140.0	Aix-Marseille_30	disc12_30	xJdyB
17661	2016	MASTER LMD	0134009M	Aix-Marseille	A02	Aix-Marseille	STS	Sciences, technologies et santé	disc13	Sciences de la vie et de la terre	30 mois après le diplôme	100.0	70.0	7.0	86.0	91.0	68.0	94.0	1820.0	28400.0	34.0	10.2	1800.0	68.0	53.0	55.0	1410.0	2140.0	Aix-Marseille_30	disc13_30	xJdyB
17662	2016	MASTER LMD	0134009M	Aix-Marseille	A02	Aix-Marseille	STS	Sciences, technologies et santé	disc16	Informatique	18 mois après le diplôme	40.0	66.0	3.0	88.0	100.0	92.0	100.0	1980.0	30900.0	34.0	10.2	1800.0	97.0	30.0	18.0	1410.0	2140.0	Aix-Marseille_18	disc16_18	xJdyB
17663	2016	MASTER ENS	0141408E	Caen Normandie	A70	Normandie	MEEF	Masters enseignement	disc18	Masters enseignement	30 mois après le diplôme	123.0	67.0	100.0	97.0	87.0	82.0	88.0	1790.0	27900.0	26.0	8.6	1810.0	82.0	17.0	73.0	1460.0	2100.0	Caen Normandie_30	disc18_30	p25Q3
17664	2016	MASTER LMD	0141408E	Caen Normandie	A70	Normandie	DEG	Droit, économie et gestion	disc02	Droit	30 mois après le diplôme	44.0	76.0	8.0	91.0	95.0	75.0	100.0	1950.0	30400.0	29.0	8.6	1810.0	63.0	51.0	76.0	1460.0	2100.0	Caen Normandie_30	disc02_30	p25Q3
17665	2016	MASTER LMD	0141408E	Caen Normandie	A70	Normandie	DEG	Droit, économie et gestion	disc03	Économie	18 mois après le diplôme	31.0	70.0	6.0	NaN	NaN	NaN	NaN	NaN	NaN	29.0	8.6	1810.0	NaN	42.0	41.0	1460.0	2100.0	Caen Normandie_18	disc03_18	p25Q3
17666	2016	MASTER LMD	0141408E	Caen Normandie	A70	Normandie	DEG	Droit, économie et gestion	disc05	Autres formations juridiques, économiques et de gestion	18 mois après le diplôme	43.0	65.0	9.0	96.0	95.0	71.0	97.0	1950.0	30400.0	29.0	8.6	1810.0	68.0	63.0	59.0	1460.0	2100.0	Caen Normandie_18	disc05_18	p25Q3
17667	2016	MASTER LMD	0141408E	Caen Normandie	A70	Normandie	LLA	Lettres, langues, arts	disc06	Lettres, langues, arts	18 mois après le diplôme	33.0	77.0	6.0	79.0	NaN	NaN	NaN	NaN	NaN	29.0	8.6	1810.0	NaN	74.0	69.0	1460.0	2100.0	Caen Normandie_18	disc06_18	p25Q3
17668	2016	MASTER LMD	0141408E	Caen Normandie	A70	Normandie	SHS	Sciences humaines et sociales	disc07	Ensemble sciences humaines et sociales	30 mois après le diplôme	64.0	79.0	11.0	83.0	93.0	61.0	77.0	1800.0	28100.0	29.0	8.6	1810.0	75.0	49.0	73.0	1460.0	2100.0	Caen Normandie_30	disc07_30	p25Q3

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII